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#FlattenTheCurve_2020-11-21_01-37-16.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 21, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/338Hf4K
@gretathunberg
@michael_kunz
@doc_duese
@coralsncaves
@who
@emalynpatrick
@cevikushb
@damitdasklaas
@gs76154352
@btkrth

Top hashtags:
#flattenthecurve
#climatestrikeonline
#covid19
#wearamask
#stopthespread

Description:
Description
The graph represents a network of 6,963 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 21 November 2020 at 09:43 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 6-day, 14-hour, 20-minute period from Friday, 13 November 2020 at 10:33 UTC to Friday, 20 November 2020 at 00:54 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 6963
Unique Edges : 3052
Edges With Duplicates : 12510
Total Edges : 15562
Number of Edge Types : 5
Retweet : 5445
MentionsInRetweet : 6850
Tweet : 1545
Mentions : 1367
Replies to : 355
Self-Loops : 1595
Reciprocated Vertex Pair Ratio : 0.0073549077293394
Reciprocated Edge Ratio : 0.0146024160361078
Connected Components : 1145
Single-Vertex Connected Components : 641
Maximum Vertices in a Connected Component : 3933
Maximum Edges in a Connected Component : 10459
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.654997
Graph Density : 0.00015539518338055
Modularity : 0.475242
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,963 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 21 November 2020 at 09:43 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 6-day, 14-hour, 20-minute period from Friday, 13 November 2020 at 10:33 UTC to Friday, 20 November 2020 at 00:54 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #FlattenTheCurve
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://www.instagram.com/accounts/login/
[13] https://twitter.com/RegSprecher/status/1327612253080670210
[10] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[10] https://www.worldometers.info/coronavirus/country/us/
[9] https://ocs.sesb.com.my/
[8] https://www.nature.com/articles/doi:10.1038/s41597-020-00731-8.epdf?sharing_token=pBOjAw7f3BnC8qbuvsgHQdRgN0jAjWel9jnR3ZoTv0OD9YbXbkOwBzevhNEGW8O4OGuPrEqUda_A3t1kqyZuHnENtPT65TCzbKXNv3-qYkvVR7vfsXFMfjtTIcut4XK31OUf2P8YcFpVQDsxOkZpjceNmbe7ubnSGLTcoWU3xj4%3D
[7] https://twitter.com/edyong209/status/1327234910822821893
[6] https://www.carpha.org/Portals/0/Images/COVID-19%20Infographics/Public%20Transportation/PublicTransportation-COVID19-CARPHA.pdf
[6] https://twitter.com/eckerleisabella/status/1328739200426971144
[6] https://www.nytimes.com/interactive/2020/us/coronavirus-us-cases.html

Top URLs in Tweet in G1:
[7] https://www.instagram.com/accounts/login/
[4] https://twitter.com/GretaThunberg/status/1327189341072805889
[2] https://twitter.com/GretaThunberg/status/1328761443794231303
[1] https://twitter.com/1984__t/status/1322289696278372352
[1] https://beersandpolitics.com/el-futuro-en-llamas-greta-thunberg-y-fridays-for-future
[1] https://twitter.com/lottanordkind/status/1327524371578097664
[1] https://www.youtube.com/watch?v=7u8dwX4zpx4&feature=youtu.be


Top URLs in Tweet in G2:
[11] https://www.instagram.com/accounts/login/
[10] https://twitter.com/RegSprecher/status/1327612253080670210
[10] https://dt51.net/c/?si=15259&li=1662683&wi=204627&ws=
[9] https://ocs.sesb.com.my/
[4] https://twitter.com/regsprecher/status/1327891588056559616
[4] https://www.rivcoph.org/coronavirus
[3] https://twitter.com/edyong209/status/1327235995520131073
[3] https://www.bundesregierung.de/breg-de/themen/coronavirus/besonderehelden-1-1811518
[3] https://twitter.com/regsprecher/status/1327612253080670210
[3] https://www.parqex.com/real-estate-how-coronavirus-will-shape-the-smart-parking-of-the-future/

Top URLs in Tweet in G4:
[1] https://twitter.com/epsilon3141/status/1329101988236234755
[1] https://twitter.com/notop100/status/1328595847018401792
[1] https://twitter.com/TapioKorhonen1/status/1327898217393090561?s=20
[1] https://twitter.com/TapioKorhonen1/status/1327898217393090561

Top URLs in Tweet in G5:
[2] https://www.coviz.org/e2b/2020-11-13/
[2] https://www.coviz.org/e2b/2020-11-19/
[2] https://www.coviz.org/d1/2020-11-15/nz
[2] https://www.coviz.org/d1/2020-11-18/dk
[1] https://covidassessment.org/?utm_source=twitter&utm_medium=social-sharing
[1] https://twitter.com/kingstonist/status/1328477047925174273
[1] https://twitter.com/fordnation/status/1327335592083009537
[1] https://twitter.com/MOHKFLA/status/1327351277886509057
[1] https://twitter.com/Kokwet_KE/status/1328300805930295298
[1] https://www.coviz.org/d1/2020-11-13/ua

Top URLs in Tweet in G7:
[1] https://twitter.com/ashtroid22/status/1328130539933544450
[1] https://twitter.com/ProfLWiley/status/1328138955439697925
[1] https://twitter.com/tnicholsmd/status/1241095073967661058
[1] https://twitter.com/npr/status/1328595038897582081

Top URLs in Tweet in G8:
[3] https://www.youtube.com/watch?v=-KrsahT7bMM&feature=youtu.be

[3] https://www.youtube.com/watch?v=Hdsoq4H3MhE&feature=youtu.be

[2] https://www.youtube.com/watch?v=18ZFGl0lTc4&feature=youtu.be

[2] https://www.youtube.com/watch?v=U_Vg_9jDuX8&feature=youtu.be

[2] https://www.youtube.com/watch?v=H4KGjKaFq4w&feature=youtu.be

[1] https://twitter.com/ChildrensNatl/status/1329433221923282952
[1] https://www.youtube.com/watch?v=ogBXkJ06nN8&feature=youtu.be

[1] https://www.youtube.com/watch?v=EcpQBxBdr5g&feature=youtu.be

[1] https://www.youtube.com/watch?v=3GndKYJ4uBI&feature=youtu.be

[1] https://www.youtube.com/watch?v=YgiQzbTB7-A&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/prevention-risks.html
[1] https://www.canada.ca/en/public-health/services/diseases/coronavirus-disease-covid-19/covid-alert.html
[1] https://twitter.com/CDS_GC/status/1324070159238180867
[1] https://ca.thrive.health/covid19/en?utm_source=hootsuite&utm_medium=twitter&utm_campaign=daily+&utm_content=27dcf857-7157-4cb2-b7f1-06af045a60e6

Top URLs in Tweet in G10:
[1] https://twitter.com/olewin/status/1328612966418305026
[1] https://twitter.com/brinkmannlab/status/1327259109352206336

Top Domains
Top Domains in Tweet in Entire Graph:
[537] twitter.com
[39] youtube.com
[29] instagram.com
[16] coviz.org
[12] nytimes.com
[10] facebook.com
[10] dt51.net
[10] worldometers.info
[9] theatlantic.com
[9] com.my

Top Domains in Tweet in G1:
[8] twitter.com
[7] instagram.com
[1] beersandpolitics.com
[1] youtube.com

Top Domains in Tweet in G2:
[275] twitter.com
[18] instagram.com
[10] dt51.net
[9] com.my
[7] youtube.com
[6] facebook.com
[6] npr.org
[5] blogspot.com
[5] afluencer.com
[4] nytimes.com

Top Domains in Tweet in G4:
[4] twitter.com

Top Domains in Tweet in G5:
[16] coviz.org
[5] twitter.com
[1] covidassessment.org

Top Domains in Tweet in G7:
[4] twitter.com

Top Domains in Tweet in G8:
[19] youtube.com
[8] twitter.com
[1] nytimes.com
[1] usatoday.com
[1] apple.news

Top Domains in Tweet in G9:
[2] canada.ca
[1] twitter.com
[1] thrive.health

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3588] flattenthecurve
[1219] climatestrikeonline
[792] covid19
[349] wearamask
[345] stopthespread
[317] climatestrike
[292] stayhome
[197] angamizacorona
[196] besonderehelden
[163] coronavirus



Top Hashtags in Tweet in G1:
[1200] climatestrikeonline
[307] climatestrike
[47] flattenthecurve
[40] fridaysforfuture
[24] schoolstrike4climate
[15] fighteverycrisis
[14] actnow
[10] facetheclimateemergency
[6] savethebees
[6] nonukes

Top Hashtags in Tweet in G2:
[828] flattenthecurve
[154] covid19
[109] wearamask
[79] stayhome
[57] socialdistancing
[54] stayathome
[47] coronavirus
[30] staysafe
[29] washyourhands
[26] covid

Top Hashtags in Tweet in G3:
[296] flattenthecurve
[296] stopthespread
[1] climatestrikeonline

Top Hashtags in Tweet in G4:
[226] flattenthecurve
[2] covid_19
[2] zerocovidjetzt
[2] teamsicherebildung
[2] pandemie
[1] lavendel
[1] stayhome
[1] covidioten
[1] wearamask
[1] stayathome

Top Hashtags in Tweet in G5:
[197] angamizacorona
[119] flattenthecurve
[85] covid19
[46] eucovid19responseke
[34] angamizacoronamachakos
[17] youthkomeshacorona
[16] stayhome
[14] coronavirus
[14] dataviz
[12] datascience

Top Hashtags in Tweet in G6:
[160] flattenthecurve
[159] unnötigekontaktevermeiden
[159] besonderehelden

Top Hashtags in Tweet in G7:
[32] flattenthecurve
[4] stayathome
[3] covid19

Top Hashtags in Tweet in G8:
[72] flattenthecurve
[21] covid19
[14] flatearth
[12] coronavirus
[11] sarscov2
[9] covid_19
[8] masks4all
[8] physicaldistancing
[8] washinghands
[8] sars_cov_2

Top Hashtags in Tweet in G9:
[100] flattenthecurve
[95] covid19
[6] covid
[4] stayhome
[3] covidalert
[3] wearamask
[1] physicaldistancing
[1] savelives

Top Hashtags in Tweet in G10:
[46] flattenthecurve
[20] maskeauf
[17] haltetabstand
[7] zerocovid
[3] distance
[3] lockdown2
[2] stayhome
[2] ikpk20
[1] covid_19
[1] noafd

Top Words
Top Words in Tweet in Entire Graph:
[3589] #flattenthecurve
[2372] gretathunberg
[1533] week
[1473] crisis
[1367] people
[1313] covid
[1219] #climatestrikeonline
[1214] strike
[1210] school
[1195] first

Top Words in Tweet in G1:
[2341] gretathunberg
[1486] week
[1437] crisis
[1200] #climatestrikeonline
[1198] strike
[1190] school
[1147] people
[1138] solidarity
[1137] science
[1137] common

Top Words in Tweet in G2:
[828] #flattenthecurve
[154] #covid19
[109] #wearamask
[79] #stayhome
[64] die
[59] covid
[57] #socialdistancing
[56] people
[55] stay
[54] #stayathome

Top Words in Tweet in G3:
[296] planning
[296] share
[296] thanksgiving
[296] household
[296] #flattenthecurve
[296] #stopthespread
[295] coralsncaves
[4] gretathunberg
[3] solidarity
[3] science

Top Words in Tweet in G4:
[226] #flattenthecurve
[225] doc_duese
[213] #
[211] arbeiten
[211] montag
[211] unfallchirug
[211] innen
[211] coronaintensiv
[211] wollte
[211] wisst

Top Words in Tweet in G5:
[360] yednetworkke
[217] amref_kenya
[203] moh_kenya
[202] euinkenya
[197] #angamizacorona
[130] national
[130] endeavor
[128] towards
[127] committed
[126] #fl

Top Words in Tweet in G6:
[160] #flattenthecurve
[159] finally
[159] glory
[159] prevention
[159] #unnötigekontaktevermeiden
[159] #besonderehelden
[158] damitdasklaas

Top Words in Tweet in G7:
[76] health
[66] need
[41] months
[40] care
[40] 12
[40] saw
[40] parents
[40] sister
[40] niece
[40] ve

Top Words in Tweet in G8:
[72] #flattenthecurve
[21] #covid19
[18] realdonaldtrump
[14] youtube
[14] #flatearth
[13] covid
[12] #coronavirus
[11] #sarscov2
[10] people
[9] proper

Top Words in Tweet in G9:
[100] #flattenthecurve
[95] spread
[95] #covid19
[95] wear
[95] mask
[91] limiting
[91] team
[91] effort
[91] continue
[91] work

Top Words in Tweet in G10:
[46] #flattenthecurve
[38] die
[21] casusebastian
[20] vermeiden
[20] #maskeauf
[17] genau
[17] dies
[17] #haltetabstand
[17] beworben
[17] beitrag

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1204] school,strike
[1204] strike,week
[1155] common,sense
[1154] protect,people
[1153] solidarity,science
[1153] science,common
[1153] sense,always
[1153] always,come
[1153] come,first
[1153] first,crisis

Top Word Pairs in Tweet in G1:
[1190] school,strike
[1190] strike,week
[1137] solidarity,science
[1137] science,common
[1137] common,sense
[1137] sense,always
[1137] always,come
[1137] come,first
[1137] first,crisis
[1137] crisis,protect

Top Word Pairs in Tweet in G2:
[46] #covid19,#flattenthecurve
[42] #stayhome,#flattenthecurve
[34] covid,19
[34] stay,home
[30] #wearamask,#flattenthecurve
[26] wear,mask
[26] social,distancing
[25] flatten,curve
[23] kids,bored
[23] bored,practicing

Top Word Pairs in Tweet in G3:
[296] planning,share
[296] share,thanksgiving
[296] thanksgiving,household
[296] household,#flattenthecurve
[296] #flattenthecurve,#stopthespread
[295] coralsncaves,planning
[3] gretathunberg,solidarity
[3] solidarity,science
[3] science,common
[3] common,sense

Top Word Pairs in Tweet in G4:
[211] arbeiten,montag
[211] montag,unfallchirug
[211] unfallchirug,innen
[211] innen,coronaintensiv
[211] coronaintensiv,wollte
[211] wollte,wisst
[211] wisst,#flattenthecurve
[210] doc_duese,arbeiten
[210] #flattenthecurve,#
[9] die,niederlande

Top Word Pairs in Tweet in G5:
[173] euinkenya,moh_kenya
[163] moh_kenya,amref_kenya
[162] yednetworkke,euinkenya
[132] amref_kenya,yednetworkke
[130] national,endeavor
[130] endeavor,#angamizacorona
[127] yednetworkke,committed
[127] committed,towards
[127] towards,national
[126] #angamizacorona,#fl

Top Word Pairs in Tweet in G6:
[159] finally,glory
[159] glory,prevention
[159] prevention,#unnötigekontaktevermeiden
[159] #unnötigekontaktevermeiden,#flattenthecurve
[159] #flattenthecurve,#besonderehelden
[158] damitdasklaas,finally

Top Word Pairs in Tweet in G7:
[40] 12,months
[40] months,saw
[40] saw,parents
[40] parents,sister
[40] sister,niece
[40] niece,ve
[40] ve,never
[40] never,met
[40] met,spend
[40] spend,hours

Top Word Pairs in Tweet in G8:
[11] #flatearth,#flattenthecurve
[8] proper,#masks4all
[8] #masks4all,#physicaldistancing
[8] #physicaldistancing,#washinghands
[8] #washinghands,help
[8] help,#flattenthecurve
[8] #flattenthecurve,#coronavirus
[8] #coronavirus,#covid19
[8] #covid19,#covid_19
[7] #covid_19,#sarscov2

Top Word Pairs in Tweet in G9:
[95] spread,#covid19
[95] wear,mask
[91] limiting,spread
[91] #covid19,team
[91] team,effort
[91] effort,continue
[91] continue,work
[91] work,together
[91] together,#flattenthecurve
[91] #flattenthecurve,wear

Top Word Pairs in Tweet in G10:
[20] vermeiden,#flattenthecurve
[20] #flattenthecurve,#maskeauf
[17] genau,dies
[17] dies,vermeiden
[17] #maskeauf,#haltetabstand
[17] #haltetabstand,beworben
[17] beworben,beitrag
[16] casusebastian,genau
[16] beitrag,jed
[8] die,menschen

Top Replied-To
Top Replied-To in Entire Graph:
@yednetworkke
@realdonaldtrump
@gretathunberg
@kokwet_ke
@gavinnewsom
@jjhorgan
@cmoh_alberta
@doc_duese
@karl_lauterbach
@cpho_canada

Top Replied-To in G1:
@gretathunberg

Top Replied-To in G2:
@guidobaldine

Top Replied-To in G4:
@doc_duese
@regsprecher

Top Replied-To in G5:
@yednetworkke
@kokwet_ke
@kazolsolo
@kaloki_kilisya
@stan_m254
@sipetojoshua1
@mumo_____
@vonniemk_
@bonycmk
@mukilamulwa

Top Replied-To in G8:
@realdonaldtrump
@jim_jordan
@joebiden
@vp
@kfox14
@newday
@marywitttn
@antiwarcom
@libertarianwing
@markleedc

Top Replied-To in G10:
@dienstnavom
@eskensaskia
@jens140180
@p_humm
@preislerka
@sonate553
@velofisch
@c_drosten
@brinkmannlab
@hallekmichael

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@cevikushb
@coralsncaves
@doc_duese
@yednetworkke
@amref_kenya
@patriciakombo
@moh_kenya
@euinkenya
@damitdasklaas

Top Mentioned in G1:
@gretathunberg
@cevikushb
@patriciakombo
@onjolo_kenya
@roxanebret
@pierredugowson
@1984__t
@silviadipez
@fridays4future
@ilmastolakko

Top Mentioned in G2:
@ginger_exchange
@egmontinstitute
@targacomm
@rikoamour
@tpffa
@mistress_2muzic
@flooringdirectx
@theres146
@hafcune
@realyungg

Top Mentioned in G3:
@coralsncaves
@gretathunberg

Top Mentioned in G4:
@doc_duese
@schokomint
@govuk
@emmiswunderland
@echt_jetzt_
@diewuestenblume
@saveswedencov19
@long_recovery
@parents_utd
@cynthialbo

Top Mentioned in G5:
@yednetworkke
@amref_kenya
@moh_kenya
@euinkenya
@robertmwendwar7
@daktari1
@ndiranguwanjuki
@susan_mochache
@drmercyhealth
@whokenya

Top Mentioned in G6:
@damitdasklaas
@doc_duese

Top Mentioned in G7:
@stephendorner
@syramadad
@tnicholsmd
@proflwiley
@drsinhaesq

Top Mentioned in G8:
@youtube
@realdonaldtrump
@swatlashoover
@joebiden
@senatemajldr
@flatearthapps
@speakerpelosi
@vp
@britflatearth
@flatearthorg

Top Mentioned in G9:
@canada
@digitalcdn
@filomenatassi
@safety_canada
@jimcarr_wpg

Top Mentioned in G10:
@casusebastian
@marcus05911286
@tastenquaeler
@denkenistkrass
@arnoldschiller
@karlheinzhaslip
@jaquearnoux
@niemandmagmusik
@sonate553
@velofisch

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@filafresh
@gocoo_59
@gocoo
@jurylady5
@mattmurph24
@ez4u2say_janis
@roblwilson
@femtech_
@miguelhilargiak

Top Tweeters in G1:
@oldlady12345
@gocoo_59
@gocoo
@roblwilson
@miguelhilargiak
@chrisbrey1
@catsfromulthar
@animeworld31
@genbu108
@fwwinterberg

Top Tweeters in G2:
@jedikat71
@kpixtv
@zak_nycmetrowx
@dtheavenger
@bettycjung
@june26jasmine
@jjs92285
@tgya22
@tinchenffm
@masaomoritr

Top Tweeters in G3:
@markburgerenerg
@hotelkeys
@thebarbarienne
@annamhargrave
@jeannette_1350
@wordsonice
@prometheusgreen
@anne_d13
@karencollinsnyc
@grumpygrumpyowl

Top Tweeters in G4:
@dubeateo
@fritzquincke
@fasnix
@stachelvieh
@dafloh
@stweet69
@musichistorylaw
@atarifrosch
@urkueken
@electroheinz

Top Tweeters in G5:
@viralvideovlogs
@koechmmanuel
@nvsdata
@janetmachuka_
@trendsinai
@kokwet_ke
@planetkinsman
@who
@mzaryr
@estherpassaris

Top Tweeters in G6:
@danielakayb
@grumpyplauze
@xbiancax93
@lisaundso_
@yumifurusawa
@ellawhitecloud
@da_doyo
@typischtascha
@handayamasyoui
@armani_fanzy

Top Tweeters in G7:
@thefiretracker2
@saludhealthinfo
@doritmi
@john_chu
@skry
@polit2k
@lacuna_1024
@rehtaeh1628
@prof_goldberg
@megz_mn

Top Tweeters in G8:
@thehill
@usatoday
@madamyez
@joshtpm
@ny1
@cablond1
@weenielinguini
@velvetpage
@kfox14
@teresa_athome

Top Tweeters in G9:
@johangreg
@ksp_libs
@mini_bubbly
@winsontang
@domenicangela22
@raginglibnana
@rokyfitz
@studio420ben
@starboybaysdayo
@bonillal1

Top Tweeters in G10:
@jaquearnoux
@michael_kunz
@kachelmann
@atomreisfleisch
@zeitonline
@catinchief
@karlaschnik
@carfreitag
@yonny_s
@sanneweber